{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import acl\n",
    "import numpy as np\n",
    "import struct\n",
    "from constant import NPY_BYTE\n",
    "from PIL import Image\n",
    "from postprocessing import estimate_paf, draw_humans\n",
    "from acl_sample import Sample\n",
    "from constant import ACL_MEMCPY_DEVICE_TO_HOST\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Sample] init resource stage:\n",
      "[Sample] init resource stage success\n",
      "[Model] class Model init resource stage:\n",
      "model output size 3\n",
      "output  0\n",
      "model output dims ({'name': 'peaks:0', 'dimCount': 4, 'dims': [1, 92, 92, 19]}, 0)\n",
      "model output datatype 0\n",
      "output  1\n",
      "model output dims ({'name': 'heatmat_output:0', 'dimCount': 4, 'dims': [1, 92, 92, 19]}, 0)\n",
      "model output datatype 0\n",
      "output  2\n",
      "model output dims ({'name': 'pafmat_output:0', 'dimCount': 4, 'dims': [1, 92, 92, 38]}, 0)\n",
      "model output datatype 0\n",
      "[Model] create model output dataset:\n",
      "[Model] create model output dataset success\n",
      "[Model] class Model init resource stage success\n"
     ]
    }
   ],
   "source": [
    "sample = Sample(0,\n",
    "                \"./model/openpose_from_tf.om\",\n",
    "                368,\n",
    "                368)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_dict = {\"path\": \"./data/golf.jpg\", \"dtype\": np.uint8}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Sample] width:1313 height:1348\n",
      "[Sample] image:./data/golf.jpg\n",
      "[Dvpp] vpc decode stage:\n",
      "[Dvpp] vpc decode stage success\n",
      "[Dvpp] vpc resize stage:\n",
      "[Dvpp] vpc resize stage success\n",
      "dvpp_output_buffer 17729627357184\n",
      "dvpp_output_size 203136\n",
      "[Model] create model input dataset:\n",
      "[Model] create model input dataset success\n",
      "[Model] execute stage:\n",
      "[Model] execute stage success\n"
     ]
    }
   ],
   "source": [
    "# %timeit -n 100 -r 5 \n",
    "model_output = sample.forward(img_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acl.mdl.get_dataset_num_buffers(model_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_output = acl.mdl.get_dataset_num_buffers(model_output)\n",
    "\n",
    "def get_model_output_by_index(model_output, i):\n",
    "    temp_output_buf = acl.mdl.get_dataset_buffer(model_output, i)\n",
    "\n",
    "    infer_output_ptr = acl.get_data_buffer_addr(temp_output_buf)\n",
    "    infer_output_size = acl.get_data_buffer_size(temp_output_buf)\n",
    "#     print(\"infer_output_size\", infer_output_size)\n",
    "    \n",
    "    output_host, _ = acl.rt.malloc_host(infer_output_size)\n",
    "    acl.rt.memcpy(output_host, infer_output_size, infer_output_ptr,\n",
    "                          infer_output_size, ACL_MEMCPY_DEVICE_TO_HOST)\n",
    "    \n",
    "    result = acl.util.ptr_to_numpy(output_host, (infer_output_size,), NPY_BYTE)\n",
    "    return np.array(struct.unpack(f\"{infer_output_size//4}f\", bytearray(result)), dtype=np.float32).reshape(92, 92, -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "peaks = get_model_output_by_index(model_output, 0)\n",
    "heatmat = get_model_output_by_index(model_output, 1)\n",
    "pafmat = get_model_output_by_index(model_output, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "humans = estimate_paf(peaks, heatmat, pafmat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = draw_humans(np.array(Image.open(img_dict[\"path\"])), humans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc18773d390>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
